YData Profiling Report

Dataset statistics

Number of variables	14
Number of observations	52318
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 MiB
Average record size in memory	120.0 B

Variable types

Numeric	9
Categorical	4
Boolean	1

Alerts

`age_of_first_emp` is highly overall correlated with `cb_person_cred_hist_length` and 2 other fields	High correlation
`cb_person_cred_hist_length` is highly overall correlated with `age_of_first_emp` and 1 other fields	High correlation
`cb_person_default_on_file` is highly overall correlated with `loan_grade` and 1 other fields	High correlation
`loan_amnt` is highly overall correlated with `loan_percent_income`	High correlation
`loan_grade` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_int_rate` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_percent_income` is highly overall correlated with `loan_amnt`	High correlation
`person_age` is highly overall correlated with `age_of_first_emp` and 1 other fields	High correlation
`person_emp_length` is highly overall correlated with `age_of_first_emp`	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`person_emp_length` has 6749 (12.9%) zeros	Zeros

Reproduction

Analysis started	2025-03-11 17:37:31.180811
Analysis finished	2025-03-11 17:37:42.576852
Duration	11.4 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	52318
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29328.758

Minimum	0
Maximum	58644
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2929.85
Q1	14629.25
median	29314.5
Q3	44022.75
95-th percentile	55744.15
Maximum	58644
Range	58644
Interquartile range (IQR)	29393.5

Descriptive statistics

Standard deviation	16958.414
Coefficient of variation (CV)	0.57821793
Kurtosis	-1.2024556
Mean	29328.758
Median Absolute Deviation (MAD)	14696
Skewness	9.3031589 × 10^-5
Sum	1.534422 × 10⁹
Variance	2.875878 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
39133	1	< 0.1%
39122	1	< 0.1%
39123	1	< 0.1%
39124	1	< 0.1%
39125	1	< 0.1%
39127	1	< 0.1%
39128	1	< 0.1%
39129	1	< 0.1%
39130	1	< 0.1%
Other values (52308)	52308	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
58644	1	< 0.1%
58643	1	< 0.1%
58642	1	< 0.1%
58641	1	< 0.1%
58639	1	< 0.1%
58638	1	< 0.1%
58637	1	< 0.1%
58636	1	< 0.1%
58635	1	< 0.1%
58634	1	< 0.1%

person_age
Real number (ℝ)

High correlation

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.542051

Minimum	20
Maximum	84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	23
median	26
Q3	30
95-th percentile	39
Maximum	84
Range	64
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.0092298
Coefficient of variation (CV)	0.21818382
Kurtosis	5.406357
Mean	27.542051
Median Absolute Deviation (MAD)	3
Skewness	1.9107078
Sum	1440945
Variance	36.110843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	6914	13.2%
22	6282	12.0%
24	5698	10.9%
25	4503	8.6%
27	4024	7.7%
26	3451	6.6%
28	3304	6.3%
29	2920	5.6%
30	2095	4.0%
31	1705	3.3%
Other values (41)	11422	21.8%

Value	Count	Frequency (%)
20	8	< 0.1%
21	1600	3.1%
22	6282	12.0%
23	6914	13.2%
24	5698	10.9%
25	4503	8.6%
26	3451	6.6%
27	4024	7.7%
28	3304	6.3%
29	2920	5.6%

Value	Count	Frequency (%)
84	2	< 0.1%
80	2	< 0.1%
73	1	< 0.1%
70	10	< 0.1%
69	6	< 0.1%
66	9	< 0.1%
65	11	< 0.1%
64	9	< 0.1%
62	6	< 0.1%
61	13	< 0.1%

person_income
Real number (ℝ)

Distinct	2376
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64076.099

Minimum	9600
Maximum	1900000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	9600
5-th percentile	28800
Q1	42000
median	58195
Q3	75531
95-th percentile	120000
Maximum	1900000
Range	1890400
Interquartile range (IQR)	33531

Descriptive statistics

Standard deviation	35301.29
Coefficient of variation (CV)	0.55092758
Kurtosis	217.82996
Mean	64076.099
Median Absolute Deviation (MAD)	16805
Skewness	7.3712001
Sum	3.3523333 × 10⁹
Variance	1.2461811 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	3904	7.5%
50000	2845	5.4%
30000	2059	3.9%
70000	1750	3.3%
75000	1583	3.0%
40000	1521	2.9%
45000	1489	2.8%
65000	1402	2.7%
90000	1268	2.4%
48000	1139	2.2%
Other values (2366)	33358	63.8%

Value	Count	Frequency (%)
9600	8	< 0.1%
10140	1	< 0.1%
12000	26	< 0.1%
12360	1	< 0.1%
12500	1	< 0.1%
12600	1	< 0.1%
12996	1	< 0.1%
13200	6	< 0.1%
14000	3	< 0.1%
14400	44	0.1%

Value	Count	Frequency (%)
1900000	1	< 0.1%
1200000	1	< 0.1%
900000	4	< 0.1%
780000	3	< 0.1%
762000	2	< 0.1%
741600	1	< 0.1%
700000	1	< 0.1%
636000	1	< 0.1%
600000	3	< 0.1%
564000	1	< 0.1%

person_home_ownership
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	817.5 KiB

RENT	27274
MORTGAGE	22191
OWN	2772
OTHER	81

Length

Max length	8
Median length	4
Mean length	5.645189
Min length	3

Characters and Unicode

Total characters	295345
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	OWN
3rd row	OWN
4th row	RENT
5th row	RENT

Common Values

Value	Count	Frequency (%)
RENT	27274	52.1%
MORTGAGE	22191	42.4%
OWN	2772	5.3%
OTHER	81	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rent	27274	52.1%
mortgage	22191	42.4%
own	2772	5.3%
other	81	0.2%

Most occurring characters

Value	Count	Frequency (%)
R	49546	16.8%
E	49546	16.8%
T	49546	16.8%
G	44382	15.0%
N	30046	10.2%
O	25044	8.5%
M	22191	7.5%
A	22191	7.5%
W	2772	0.9%
H	81	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	295345	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	49546	16.8%
E	49546	16.8%
T	49546	16.8%
G	44382	15.0%
N	30046	10.2%
O	25044	8.5%
M	22191	7.5%
A	22191	7.5%
W	2772	0.9%
H	81	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	295345	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	49546	16.8%
E	49546	16.8%
T	49546	16.8%
G	44382	15.0%
N	30046	10.2%
O	25044	8.5%
M	22191	7.5%
A	22191	7.5%
W	2772	0.9%
H	81	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	295345	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	49546	16.8%
E	49546	16.8%
T	49546	16.8%
G	44382	15.0%
N	30046	10.2%
O	25044	8.5%
M	22191	7.5%
A	22191	7.5%
W	2772	0.9%
H	81	< 0.1%

person_emp_length
Real number (ℝ)

High correlation Zeros

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6890363

Minimum	0
Maximum	39
Zeros	6749
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	12
Maximum	39
Range	39
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.8749001
Coefficient of variation (CV)	0.82637451
Kurtosis	2.0111745
Mean	4.6890363
Median Absolute Deviation (MAD)	2
Skewness	1.1703373
Sum	245321
Variance	15.01485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	6749	12.9%
2	6482	12.4%
3	5779	11.0%
5	5273	10.1%
4	4899	9.4%
1	4622	8.8%
6	4371	8.4%
7	3822	7.3%
8	2673	5.1%
9	2053	3.9%
Other values (23)	5595	10.7%

Value	Count	Frequency (%)
0	6749	12.9%
1	4622	8.8%
2	6482	12.4%
3	5779	11.0%
4	4899	9.4%
5	5273	10.1%
6	4371	8.4%
7	3822	7.3%
8	2673	5.1%
9	2053	3.9%

Value	Count	Frequency (%)
39	1	< 0.1%
31	4	< 0.1%
30	2	< 0.1%
29	4	< 0.1%
28	3	< 0.1%
27	5	< 0.1%
26	8	< 0.1%
25	7	< 0.1%
24	13	< 0.1%
23	10	< 0.1%

loan_intent
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	817.5 KiB

EDUCATION	11031
MEDICAL	9521
PERSONAL	9003
VENTURE	8953
DEBTCONSOLIDATION	8217

Length

Max length	17
Median length	15
Mean length	10.019592
Min length	7

Characters and Unicode

Total characters	524205
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EDUCATION
2nd row	MEDICAL
3rd row	PERSONAL
4th row	VENTURE
5th row	MEDICAL

Common Values

Value	Count	Frequency (%)
EDUCATION	11031	21.1%
MEDICAL	9521	18.2%
PERSONAL	9003	17.2%
VENTURE	8953	17.1%
DEBTCONSOLIDATION	8217	15.7%
HOMEIMPROVEMENT	5593	10.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
education	11031	21.1%
medical	9521	18.2%
personal	9003	17.2%
venture	8953	17.1%
debtconsolidation	8217	15.7%
homeimprovement	5593	10.7%

Most occurring characters

Value	Count	Frequency (%)
E	72457	13.8%
O	55871	10.7%
N	51014	9.7%
I	42579	8.1%
T	42011	8.0%
A	37772	7.2%
D	36986	7.1%
C	28769	5.5%
L	26741	5.1%
M	26300	5.0%
Other values (7)	103705	19.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	524205	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	72457	13.8%
O	55871	10.7%
N	51014	9.7%
I	42579	8.1%
T	42011	8.0%
A	37772	7.2%
D	36986	7.1%
C	28769	5.5%
L	26741	5.1%
M	26300	5.0%
Other values (7)	103705	19.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	524205	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	72457	13.8%
O	55871	10.7%
N	51014	9.7%
I	42579	8.1%
T	42011	8.0%
A	37772	7.2%
D	36986	7.1%
C	28769	5.5%
L	26741	5.1%
M	26300	5.0%
Other values (7)	103705	19.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	524205	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	72457	13.8%
O	55871	10.7%
N	51014	9.7%
I	42579	8.1%
T	42011	8.0%
A	37772	7.2%
D	36986	7.1%
C	28769	5.5%
L	26741	5.1%
M	26300	5.0%
Other values (7)	103705	19.8%

loan_grade
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	817.5 KiB

A	18936
B	18373
C	9877
D	4196
E	799
Other values (2)	137

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	52318
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	C
3rd row	A
4th row	B
5th row	A

Common Values

Value	Count	Frequency (%)
A	18936	36.2%
B	18373	35.1%
C	9877	18.9%
D	4196	8.0%
E	799	1.5%
F	109	0.2%
G	28	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	18936	36.2%
b	18373	35.1%
c	9877	18.9%
d	4196	8.0%
e	799	1.5%
f	109	0.2%
g	28	0.1%

Most occurring characters

Value	Count	Frequency (%)
A	18936	36.2%
B	18373	35.1%
C	9877	18.9%
D	4196	8.0%
E	799	1.5%
F	109	0.2%
G	28	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	18936	36.2%
B	18373	35.1%
C	9877	18.9%
D	4196	8.0%
E	799	1.5%
F	109	0.2%
G	28	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	18936	36.2%
B	18373	35.1%
C	9877	18.9%
D	4196	8.0%
E	799	1.5%
F	109	0.2%
G	28	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	18936	36.2%
B	18373	35.1%
C	9877	18.9%
D	4196	8.0%
E	799	1.5%
F	109	0.2%
G	28	0.1%

loan_amnt
Real number (ℝ)

High correlation

Distinct	499
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9046.9164

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	500
5-th percentile	2400
Q1	5000
median	8000
Q3	12000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	7000

Descriptive statistics

Standard deviation	5448.1013
Coefficient of variation (CV)	0.60220534
Kurtosis	1.8019155
Mean	9046.9164
Median Absolute Deviation (MAD)	3000
Skewness	1.2084345
Sum	4.7331657 × 10⁸
Variance	29681808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	6668	12.7%
5000	4723	9.0%
6000	4316	8.2%
12000	4031	7.7%
8000	3090	5.9%
15000	3026	5.8%
4000	2286	4.4%
3000	2085	4.0%
7000	1937	3.7%
20000	1581	3.0%
Other values (489)	18575	35.5%

Value	Count	Frequency (%)
500	1	< 0.1%
700	1	< 0.1%
900	1	< 0.1%
1000	361	0.7%
1050	2	< 0.1%
1200	152	0.3%
1225	2	< 0.1%
1250	2	< 0.1%
1275	1	< 0.1%
1300	5	< 0.1%

Value	Count	Frequency (%)
35000	119	0.2%
32000	1	< 0.1%
31000	1	< 0.1%
30750	1	< 0.1%
30000	83	0.2%
29800	2	< 0.1%
29100	1	< 0.1%
28000	43	0.1%
27575	1	< 0.1%
27500	1	< 0.1%

loan_int_rate
Real number (ℝ)

High correlation

Distinct	351
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.623311

Minimum	5.42
Maximum	23.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.88
median	10.74
Q3	12.87
95-th percentile	15.65
Maximum	23.22
Range	17.8
Interquartile range (IQR)	4.99

Descriptive statistics

Standard deviation	3.0031014
Coefficient of variation (CV)	0.28268977
Kurtosis	-0.72406184
Mean	10.623311
Median Absolute Deviation (MAD)	2.74
Skewness	0.19732536
Sum	555790.39
Variance	9.018618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	1991	3.8%
7.51	1976	3.8%
7.88	1594	3.0%
7.49	1449	2.8%
13.49	1293	2.5%
11.49	1200	2.3%
7.9	1163	2.2%
5.42	1019	1.9%
11.71	981	1.9%
6.03	978	1.9%
Other values (341)	38674	73.9%

Value	Count	Frequency (%)
5.42	1019	1.9%
5.43	1	< 0.1%
5.79	731	1.4%
5.99	504	1.0%
6	4	< 0.1%
6.03	978	1.9%
6.05	1	< 0.1%
6.17	322	0.6%
6.39	97	0.2%
6.42	1	< 0.1%

Value	Count	Frequency (%)
23.22	1	< 0.1%
22.11	1	< 0.1%
22.06	1	< 0.1%
21.74	4	< 0.1%
21.64	1	< 0.1%
21.36	6	< 0.1%
21.21	4	< 0.1%
20.89	4	< 0.1%
20.86	2	< 0.1%
20.8	1	< 0.1%

loan_percent_income
Real number (ℝ)

High correlation

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15574009

Minimum	0
Maximum	0.83
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04
Q1	0.09
median	0.14
Q3	0.2
95-th percentile	0.33
Maximum	0.83
Range	0.83
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.089372179
Coefficient of variation (CV)	0.57385468
Kurtosis	0.70904537
Mean	0.15574009
Median Absolute Deviation (MAD)	0.06
Skewness	0.92871906
Sum	8148.01
Variance	0.0079873864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	3070	5.9%
0.08	2674	5.1%
0.17	2537	4.8%
0.11	2514	4.8%
0.13	2463	4.7%
0.09	2438	4.7%
0.12	2359	4.5%
0.07	2347	4.5%
0.06	2294	4.4%
0.14	2272	4.3%
Other values (50)	27350	52.3%

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	110	0.2%
0.02	407	0.8%
0.03	1009	1.9%
0.04	1593	3.0%
0.05	2016	3.9%
0.06	2294	4.4%
0.07	2347	4.5%
0.08	2674	5.1%
0.09	2438	4.7%

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.63	1	< 0.1%
0.59	1	< 0.1%
0.56	1	< 0.1%
0.55	1	< 0.1%
0.54	1	< 0.1%
0.53	2	< 0.1%
0.52	4	< 0.1%
0.51	11	< 0.1%
0.5	65	0.1%

cb_person_default_on_file
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	459.8 KiB

False	44727
True	7591

Value	Count	Frequency (%)
False	44727	85.5%
True	7591	14.5%

cb_person_cred_hist_length
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8141366

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	8
95-th percentile	14
Maximum	30
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.0249918
Coefficient of variation (CV)	0.69227679
Kurtosis	3.4727067
Mean	5.8141366
Median Absolute Deviation (MAD)	2
Skewness	1.6160129
Sum	304184
Variance	16.200559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
3	9590	18.3%
2	9455	18.1%
4	9418	18.0%
9	3124	6.0%
8	3097	5.9%
7	3055	5.8%
6	3034	5.8%
5	2989	5.7%
10	2986	5.7%
14	812	1.6%
Other values (19)	4758	9.1%

Value	Count	Frequency (%)
2	9455	18.1%
3	9590	18.3%
4	9418	18.0%
5	2989	5.7%
6	3034	5.8%
7	3055	5.8%
8	3097	5.9%
9	3124	6.0%
10	2986	5.7%
11	770	1.5%

Value	Count	Frequency (%)
30	25	< 0.1%
29	21	< 0.1%
28	34	0.1%
27	44	0.1%
26	26	< 0.1%
25	29	0.1%
24	40	0.1%
23	32	0.1%
22	31	0.1%
21	34	0.1%

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	817.5 KiB

0	45517
1	6801

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	52318
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

Most occurring characters

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	52318	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	45517	87.0%
1	6801	13.0%

age_of_first_emp
Real number (ℝ)

High correlation

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.853014

Minimum	14
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	817.5 KiB

Quantile statistics

Minimum	14
5-th percentile	16
Q1	17
median	22
Q3	26
95-th percentile	36
Maximum	82
Range	68
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.7447909
Coefficient of variation (CV)	0.29513791
Kurtosis	3.686276
Mean	22.853014
Median Absolute Deviation (MAD)	4
Skewness	1.497953
Sum	1195624
Variance	45.492205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	11366	21.7%
22	3782	7.2%
23	3600	6.9%
21	3438	6.6%
20	3138	6.0%
24	2886	5.5%
19	2819	5.4%
25	2425	4.6%
26	2222	4.2%
18	2193	4.2%
Other values (49)	14449	27.6%

Value	Count	Frequency (%)
14	42	0.1%
15	831	1.6%
16	11366	21.7%
17	1463	2.8%
18	2193	4.2%
19	2819	5.4%
20	3138	6.0%
21	3438	6.6%
22	3782	7.2%
23	3600	6.9%

Value	Count	Frequency (%)
82	1	< 0.1%
81	1	< 0.1%
73	2	< 0.1%
70	6	< 0.1%
69	4	< 0.1%
68	2	< 0.1%
66	4	< 0.1%
65	3	< 0.1%
64	4	< 0.1%
63	3	< 0.1%

	age_of_first_emp	cb_person_cred_hist_length	cb_person_default_on_file	id	loan_amnt	loan_grade	loan_int_rate	loan_intent	loan_percent_income	loan_status	person_age	person_emp_length	person_home_ownership	person_income
age_of_first_emp	1.000	0.567	0.047	0.004	-0.021	0.033	0.079	0.067	0.015	0.070	0.669	-0.628	0.096	-0.056
cb_person_cred_hist_length	0.567	1.000	0.006	0.006	0.047	0.012	-0.001	0.092	-0.029	0.026	0.805	0.034	0.043	0.103
cb_person_default_on_file	0.047	0.006	1.000	0.000	0.046	0.648	0.609	0.029	0.035	0.181	0.014	0.058	0.100	0.011
id	0.004	0.006	0.000	1.000	0.008	0.011	0.004	0.003	0.011	0.020	0.006	0.003	0.000	-0.006
loan_amnt	-0.021	0.047	0.046	0.008	1.000	0.072	0.071	0.034	0.719	0.132	0.061	0.092	0.069	0.368
loan_grade	0.033	0.012	0.648	0.011	0.072	1.000	0.716	0.029	0.067	0.450	0.013	0.046	0.123	0.009
loan_int_rate	0.079	-0.001	0.609	0.004	0.071	0.716	1.000	0.027	0.136	0.399	-0.001	-0.114	0.130	-0.087
loan_intent	0.067	0.092	0.029	0.003	0.034	0.029	0.027	1.000	0.016	0.093	0.090	0.047	0.093	0.002
loan_percent_income	0.015	-0.029	0.035	0.011	0.719	0.067	0.136	0.016	1.000	0.419	-0.048	-0.062	0.093	-0.327
loan_status	0.070	0.026	0.181	0.020	0.132	0.450	0.399	0.093	0.419	1.000	0.023	0.114	0.238	0.026
person_age	0.669	0.805	0.014	0.006	0.061	0.013	-0.001	0.090	-0.048	0.023	1.000	0.061	0.043	0.150
person_emp_length	-0.628	0.034	0.058	0.003	0.092	0.046	-0.114	0.047	-0.062	0.114	0.061	1.000	0.172	0.222
person_home_ownership	0.096	0.043	0.100	0.000	0.069	0.123	0.130	0.093	0.093	0.238	0.043	0.172	1.000	0.026
person_income	-0.056	0.103	0.011	-0.006	0.368	0.009	-0.087	0.002	-0.327	0.026	0.150	0.222	0.026	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length	loan_status	age_of_first_emp
0	0	37	35000	RENT	0.0	EDUCATION	B	6000	11.49	0.17	N	14	0	37.0
1	1	22	56000	OWN	6.0	MEDICAL	C	4000	13.35	0.07	N	2	0	16.0
2	2	29	28800	OWN	8.0	PERSONAL	A	6000	8.90	0.21	N	10	0	21.0
3	3	30	70000	RENT	14.0	VENTURE	B	12000	11.11	0.17	N	5	0	16.0
4	4	22	60000	RENT	2.0	MEDICAL	A	6000	6.92	0.10	N	3	0	20.0
5	5	27	45000	RENT	2.0	VENTURE	A	9000	8.94	0.20	N	5	0	25.0
6	6	25	45000	MORTGAGE	9.0	EDUCATION	A	12000	6.54	0.27	N	3	0	16.0
8	8	37	69600	RENT	11.0	EDUCATION	D	5000	14.84	0.07	Y	11	0	26.0
9	9	35	110000	MORTGAGE	0.0	DEBTCONSOLIDATION	C	15000	12.98	0.14	Y	6	0	35.0
11	11	22	33000	RENT	6.0	PERSONAL	B	10000	11.12	0.30	N	2	1	16.0

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length	loan_status	age_of_first_emp
58634	58634	30	85000	MORTGAGE	6.0	PERSONAL	A	5000	7.51	0.06	N	7	0	24.0
58635	58635	32	69000	RENT	0.0	DEBTCONSOLIDATION	B	12000	10.20	0.17	N	7	1	32.0
58636	58636	24	37000	RENT	3.0	EDUCATION	C	9000	13.49	0.24	Y	2	0	21.0
58637	58637	24	75000	RENT	8.0	VENTURE	B	4000	10.75	0.05	N	4	0	16.0
58638	58638	29	46610	MORTGAGE	1.0	PERSONAL	D	2600	17.58	0.05	N	6	1	28.0
58639	58639	22	70000	RENT	6.0	DEBTCONSOLIDATION	A	10000	7.29	0.14	N	4	0	16.0
58641	58641	28	28800	RENT	0.0	MEDICAL	C	10000	12.73	0.35	N	8	1	28.0
58642	58642	23	44000	RENT	7.0	EDUCATION	D	6800	16.00	0.15	N	2	1	16.0
58643	58643	22	30000	RENT	2.0	EDUCATION	A	5000	8.90	0.17	N	3	0	20.0
58644	58644	31	75000	MORTGAGE	2.0	VENTURE	B	15000	11.11	0.20	N	5	0	29.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample